{"id":"W3143282575","doi":"10.2196/27412","title":"The Impact of Implementing the Egypt Pandemic Preparedness Plan for Acute Respiratory Infections in Combating the Early Stage of the COVID-19 Pandemic, February-July 2020: Viewpoint","year":2021,"lang":"en","type":"article","venue":"JMIR Public Health and Surveillance","topic":"COVID-19 epidemiological studies","field":"Mathematics","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"World Health Organization","keywords":"Pandemic; Preparedness; Coronavirus disease 2019 (COVID-19); Medicine; 2019-20 coronavirus outbreak; Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); Virology; Intensive care medicine; Medical emergency; Outbreak; Infectious disease (medical specialty); Disease; Political science; Pathology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00349006,0.0002811216,0.0002408318,0.0009779782,0.0004967377,0.002808626,0.0005668614,0.001379374,0.002478173],"category_scores_gemma":[0.006495755,0.0001228328,0.0003701224,0.0006801021,0.0009152173,0.0019208,0.001063332,0.001830142,0.0003476894],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003291976,"about_ca_system_score_gemma":0.008867243,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02107559,"about_ca_topic_score_gemma":0.03655942,"domain_scores_codex":[0.9988551,0.0006428211,0.00006916484,0.00006052072,0.0002126576,0.0001596814],"domain_scores_gemma":[0.9963222,0.001649303,0.0004557035,0.00005788186,0.001235791,0.0002791473],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0004241944,0.0003938169,0.04323173,0.0210896,0.0004542672,0.00287995,0.007070388,0.001931279,0.002278299,0.04254931,0.1111533,0.7665439],"study_design_scores_gemma":[0.0001218811,0.001136542,0.1089417,0.0409114,0.0007623106,0.002208684,0.06415234,0.001015304,0.003165994,0.0180581,0.759387,0.0001387072],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"commentary","genre_scores_codex":[0.03808612,0.6102104,0.001245205,0.2996148,0.00298249,0.0001195168,0.000590105,0.00004974192,0.04710161],"genre_scores_gemma":[0.3239676,0.6029971,0.003721528,0.06126383,0.002586663,0.00006947585,0.0002793527,0.00001680028,0.005097618],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.02107559,"threshold_uncertainty_score":0.04190588,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2811130183957157,"score_gpt":0.4916041476152085,"score_spread":0.2104911292194929,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}